The argument had been loud, a harsh exchange of words that had left her with a throbbing headache. "No birds," he'd insisted. "Too messy. Too loud. Too… avian."

The emptiness of the apartment had settled over her like a heavy blanket. The silence was suffocating. She needed a burst of color, a song, a life other than hers.

She found a brightly plumed parakeet, and a cage. When he came home, she would let him know. The bird would begin to sing, and it would be a clear, simple proclamation.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385